Abridge’s Post

🚀 Exciting New Research Data Unveiled! 📊 Dive into the Cutting-Edge World of AI with Our Latest Dataset Highlights: 110 Hours- 11 Languages Conversational Speech Data by Telephone 2.5 Hours- 5 Languages Speech Synthesis Corpus 40 Hours- 4 Languages Children Reading Speech Data 1505 Hours- Mandarin Speech Data by Mobile Phone 200 Hours- Mixed Speech with Chinese and English Data by Mobile Phone Interspeech_ Accented English Speech Recognition Competition Data 200 Hours- 10 Languages Speech Data by Mobile Phone 🌟 Elevate your research endeavors with our comprehensive datasets, meticulously curated to drive innovation and excellence in the field of artificial intelligence. Stay ahead of the curve and unlock the potential of AI today! *Research data is only free for academic. #data #ai #speechsynthesis #speechrecognition #datasets #icassp #asr #tts 

🌟 Save the Date: "European AI Applications - Large Language Models for Business" Webinar 🌟 📅 Date: March 6, 2024 🕒 Time: 14:00 - 16:00 CET 📍 Location: Online (Zoom) Join us for an enlightening webinar aimed at showcasing how startups and established companies can leverage large language models (LLMs) for enhancing their products and services. This event, organized by EuroCC Austria & VSC, will delve into overcoming Europe's linguistic diversity challenges, utilizing European supercomputing power, and exploring innovative AI applications across industries. Featured Speakers: Éva Gergely: Project manager at Vienna University Computer Center. Dr. Isabell Claus: Co-Managing Director of thinkers.ai. Felix Stollenwerk: Senior research scientist at AI Sweden. Yashas Rattehalli: CEO of Hercules AI. Simeon Harrison: Trainer at EuroCC Austria and VSC Research Center. This webinar is a must-attend for industry professionals, academia, and the public sector interested in the cutting-edge applications of AI and supercomputing. ✅ Registration is now open and free for eligible participants. Don't miss out on this opportunity to learn from leading experts and advance your understanding of AI's potential in business. 🔗 For more details and to register, please visit the event page: European AI Applications - Large Language Models for Business 👉 https://lnkd.in/d6QxK53E #AI #Webinar #LargeLanguageModels #BusinessInnovation #ThinkersAI

We all know the saying—your ML model is only as good as its training data. Dataset preparation, often overlooked, is a critical stage in model development. While Large Language Models (LLMs) have eased this process, challenges arise when working with languages beyond English. Imagine wanting to build or use a language model in your native tongue—finding quality datasets or LLMs becomes a hurdle. But don’t worry, there's a solution! The Aya Open Source Initiative is tackling this issue head-on, uniting over 1000 contributors worldwide to create the most extensive multilingual dataset ever. Empower your native language in the AI/ML space—no technical expertise required, just a passion for your language. Join the Aya project today: https://aya.for.ai/ Here is my favorite quote: Cohere For AI

𝐌𝐮𝐥𝐭𝐢𝐥𝐢𝐧𝐠𝐮𝐚𝐥 𝐋𝐋𝐌𝐬 𝐒𝐮𝐫𝐯𝐞𝐲 Multilingual large language models possess the advantage of comprehensively handling multiple languages. This survey paper presents the recent progress as well as emerging trends in multilingual large language models (MLLMs). The contributions of this paper can be summarized 𝐅𝐢𝐫𝐬𝐭 𝐬𝐮𝐫𝐯𝐞𝐲 - The paper presents a thorough review in MLLMs research field according to multi-lingual alignment; 𝐍𝐞𝐰 𝐭𝐚𝐱𝐨𝐧𝐨𝐦𝐲 - The paper offers a new and unified perspective to summarize the current progress of MLLMs 𝐍𝐞𝐰 𝐟𝐫𝐨𝐧𝐭𝐢𝐞𝐫𝐬 - The paper highlights several emerging frontiers and discuss the corresponding challenges 𝐀𝐛𝐮𝐧𝐝𝐚𝐧𝐭 𝐫𝐞𝐬𝐨𝐮𝐫𝐜𝐞𝐬 - The paper presents abundant open-source resources, including relevant papers, data corpora, and leaderboards. Survey paper details in the comments #multilingual #llms #generativeai #datascience #nlproc #deeplearning

🚀🔍 Survey Paper Alert: Multilingual Large Language Models (MLLMs) 🔍🚀 📝 Dive into the cutting-edge realm of Multilingual Large Language Models (MLLMs) with our comprehensive survey paper! Unraveling recent progress and emerging trends, this paper offers a fresh perspective on the dynamic landscape of MLLMs. 🔍 First Survey Ever: Explore a meticulous review of MLLMs research, meticulously categorized according to multilingual alignment strategies, providing a solid foundation for understanding this burgeoning field. 🌐 New Taxonomy: Gain insights from our innovative taxonomy that encapsulates the current state of MLLMs, providing a unified framework to grasp the multifaceted developments in the domain. 🚀 Frontiers Unveiled: Embark on a journey through the uncharted territories of MLLMs as we shed light on emerging frontiers and tackle the associated challenges head-on, paving the way for future breakthroughs. 🔓 Abundant Resources: Unlock a treasure trove of open-source materials including relevant papers, expansive data corpora, and insightful leaderboards, empowering researchers and enthusiasts alike to delve deeper into the realm of multilingual generative AI. 🔎 Curious to explore further? Check out the detailed survey paper in the comments section! #multilingual #llms #generativeai #datascience #nlproc #deeplearning

🚀 Understanding LLM Benchmarks 🌟 In the rapidly evolving field of AI, robust benchmarks are essential for assessing the capabilities of large language models (LLMs). Here's a quick overview of some popular benchmarks: ---Language Understanding and Question Answering----- MMLU (Massive Multitask Language Understanding): Tests language understanding across diverse topics like STEM and humanities with over 15,000 questions. GLUE & SuperGLUE: Evaluate tasks like textual entailment and word sense disambiguation. ----Common sense Reasoning------- HellaSwag: Assesses common sense reasoning by choosing the most plausible continuation of situations. TruthfulQA: Ensures models avoid common misconceptions. Challenging Reasoning Tasks: BIG-Bench Hard: Comprises difficult reasoning tasks across various domains. Coding Challenges: HumanEval: Tests coding skills with programming problems and unit tests. CodeXGLUE: Evaluates code understanding and generation. ------Conversational Ability------- Chatbot Arena: Ranks chatbots based on human evaluations of conversational quality. MT Bench: Assesses multi-turn conversational coherence. Other notable benchmarks include WinoGrande for coreference resolution and GSM8K for factual knowledge. -----🔑 Key Considerations------- While benchmarks provide standardized evaluations, they have limitations. Choose benchmarks that align with your specific tasks and domains. A well-rounded assessment requires multiple benchmarks across different capabilities. #AI #MachineLearning #LLM #Benchmarking #ArtificialIntelligence

🚀 Exciting Breakthrough in AI Research: DeepSeek-VL Unveiled! 🎉 DeepSeek-VL, an open-source Vision-Language (VL) Model, designed to revolutionize real-world applications by integrating vision and language understanding seamlessly. Here's why this paper matters to you and the key insights you can gain: 1. Bridging the Real-World Gap: DeepSeek-VL stands out by ensuring data diversity and real-world applicability. Our model leverages extensive pretraining on a vast array of visual-text data, including web screenshots, OCR charts, and educational materials, to better grasp practical scenarios. 2. Hybrid Architecture for Efficiency: The hybrid vision encoder within DeepSeek-VL is tailored for high-resolution images, balancing computational efficiency and the ability to capture detailed visual information. This is crucial for tasks requiring precision, like OCR and object recognition. 3. Innovative Training Strategy: We introduce a novel training strategy, emphasizing strong language abilities and managing the dynamics between vision and language modalities. Our approach ensures the model retains its linguistic prowess while gaining visual understanding capabilities. 4. Unparalleled Performance: DeepSeek-VL demonstrates superior performance across a range of benchmarks, achieving state-of-the-art results in vision-language tasks while maintaining robust language understanding. This marks a significant step forward in creating AI systems that can understand and interact with the world more naturally. 5. Open Source for Innovation: In our commitment to advancing AI research and applications, both the 1.3B and 7B models of DeepSeek-VL are made publicly available. We hope this fosters further innovation and development in the community. DeepSeek-VL is more than just an AI model; it's a gateway to realizing the immense potential of combining vision and language for real-world applications. Whether you're an AI researcher, developer, or enthusiast, there's much to learn and explore with DeepSeek-VL. #analyticsvidhya #datascience #machinelearning #generativeai

Tackling Hallucinations in Large Language Models Large Language Models (LLMs) come with their set of challenges – one being hallucinations, where models generate inventive but incorrect responses. I'm thrilled to unveil a project tackling this very issue! Here's the demo: https://lnkd.in/dm_pQ3eT Identifying the Problem The crux of the issue lies in LLMs occasionally producing what we call "hallucinations" - creatively deceptive responses. To mitigate this, we must ensure LLMs offer sources or citations from which they are deriving their responses. Crafting the Solution To address this challenge, I've developed an LLM project that uses 13 of my reports published for the European Commission Joint Research Center. In this setup, users can pose queries, and the LLM produces answers straight from these 13 documents, supplemented with citations. If a question falls beyond the scope of these documents, the model replies, "Cannot answer this question due to insufficient information." Interested in delving deeper? The code is open-source and ready for your exploration here: https://lnkd.in/dXMTaVMf I welcome any inquiries or discussion about this project – don't hesitate to get in touch! Seeking New Horizons As of August 31, 2023, I'm setting sail for new ventures. If your team could benefit from an AI expert who brings to the table a wide range of skills from coding to strategy and policy planning, I'd love to hear from you. #LLMs #AI #ML #ArtificialIntelligence #Research #OpenSource #Opportunities #Coding #Strategy #ProjectManagement

Go Beyond with Advanced Natural Language Technologies. Arria NLG - is a New Zealand company (from its beginning at the University of Aberdeen) with offices and Partners Worldwide, that is the Global Leader in #nlg #data #analytics #ai #esg #dataanalytics #predictiveai What a #team Enables organisations to use Natural Language Generation (NLG) to achieve Trusted,Actionable, Accurate and Insightful decisions 100% every time, from all Data reports. Get your information (story) in Natural Language about the Who, What, Why, When and What's Next from all your NLG Data reports. Get all your answers about WHY Arria NLG by using the following links. Arria NLG Website https://www.arria.com Contact Arria NLG for more information https://lnkd.in/gp_hiMAk Request a Demo https://lnkd.in/gFUKEBh7 Find a Partner from our Global network. https://lnkd.in/g8cz5J-r Become a Partner and join the NLG revolution. https://lnkd.in/gGRYveQB Arria Academy - learn online from the NLG experts - sign up https://lnkd.in/g2padrHM Arria Ping Restaurants https://www.arriaping.com Technology for every use. https://lnkd.in/gG98_fR Business Intelligence Dashboards https://lnkd.in/ecjCedJ #nlg #data #analytics #predictiveai #generativeai #language #ai #accountingandaccountants #artificialintelligence #lifesciences #esg #chatgpt My stories about success, business and life. If they resonate please comment and share with your connections. peternathan.substack.com Thank you for reading.💜

Go Beyond with Advanced Natural Language Technologies. Arria NLG - is a New Zealand company (from its beginning at the University of Aberdeen) with offices and Partners Worldwide, that is the Global Leader in #nlg #data #analytics #ai #esg #dataanalytics #predictiveai What a #team Enables organisations to use Natural Language Generation (NLG) to achieve Trusted,Actionable, Accurate and Insightful decisions 100% every time, from all Data reports. Get your information (story) in Natural Language about the Who, What, Why, When and What's Next from all your NLG Data reports. Get all your answers about WHY Arria NLG by using the following links. Arria NLG Website https://www.arria.com Contact Arria NLG for more information https://lnkd.in/gp_hiMAk Request a Demo https://lnkd.in/gFUKEBh7 Find a Partner from our Global network. https://lnkd.in/g8cz5J-r Become a Partner and join the NLG revolution. https://lnkd.in/gGRYveQB Arria Academy - learn online from the NLG experts - sign up https://lnkd.in/g2padrHM Arria Ping Restaurants https://www.arriaping.com Technology for every use. https://lnkd.in/gG98_fR Business Intelligence Dashboards https://lnkd.in/ecjCedJ #nlg #data #analytics #predictiveai #generativeai #language #ai #accountingandaccountants #artificialintelligence #lifesciences #esg #chatgpt My stories about success, business and life. If they resonate please comment and share with your connections. peternathan.substack.com Thank you for reading.💜